| Self-Explore: Enhancing Mathematical Reasoning in Language Models with Fine-grained Rewards | Apr 16, 2024 | GSM8KMath | CodeCode Available | 2 |
| PiSSA: Principal Singular Values and Singular Vectors Adaptation of Large Language Models | Apr 3, 2024 | GSM8KQuantization | CodeCode Available | 3 |
| Automatic Prompt Selection for Large Language Models | Apr 3, 2024 | GSM8KQuestion Answering | —Unverified | 0 |
| Prompt-SAW: Leveraging Relation-Aware Graphs for Textual Prompt Compression | Mar 30, 2024 | GSM8KRelation | —Unverified | 0 |
| Don't Trust: Verify -- Grounding LLM Quantitative Reasoning with Autoformalization | Mar 26, 2024 | Automated Theorem ProvingGSM8K | CodeCode Available | 1 |
| Supervisory Prompt Training | Mar 26, 2024 | GSM8KSentence | —Unverified | 0 |
| LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning | Mar 26, 2024 | GPUGSM8K | CodeCode Available | 9 |
| LLM2LLM: Boosting LLMs with Novel Iterative Data Enhancement | Mar 22, 2024 | Data AugmentationGSM8K | CodeCode Available | 2 |
| LLMLingua-2: Data Distillation for Efficient and Faithful Task-Agnostic Prompt Compression | Mar 19, 2024 | GSM8KLanguage Modelling | CodeCode Available | 9 |
| Self-Consistency Boosts Calibration for Math Reasoning | Mar 14, 2024 | GSM8KMath | —Unverified | 0 |
